Applied AI Engineering — Build Production LLM Apps › Module

Agentic Retrieval Without a Vector DB

The no-embeddings technique — give the model search tools (grep, keyword, glob) so it finds and reads the chunks itself, the way Claude Code retrieves over a codebase

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